Super Sonnet 4

Hello, and happy Sunday!

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Knowledge base

"How to Build a Career That Thrives Alongside AI" by Ines Lee: AI is busy making job skills obsolete. But Ines Lee wants workers to become “T-shaped,” meaning developing deep expertise in one domain while expanding into adjacent skills. Her three-phase framework shows exactly where humans still add irreplaceable value—at the intersections AI can't navigate. Read this if you're tired of generic “learn to code” advice and want a strategic roadmap for when AI multiplies your value instead of replacing it.

🎧 "Best of the Pod: Vercel’s Guillermo Rauch on What Comes After Coding" by Dan Shipper/AI & I If you've used OpenAI's website or Perplexity's real-time chat, you've interacted with Guillermo Rauch's code. In this fascinating interview, Guillermo explains how AI is pushing developers to focus less on implementation details and more on delivering great products and experiences. Watch or listen to the full interview on X, YouTube, Spotify, or Apple Podcasts.

"Vibe Check: Claude Sonnet 4 Now Has a 1-million Token Context Window" by Dan Shipper/Vibe Check: Anthropic just dropped a Claude Sonnet 4 model with a 1 million-token context window, so we got to work. We buried movie scenes in 900,000 words of Sherlock Holmes, made it analyze our entire codebase, and even let it play AI Diplomacy to see if it would take over the world. Read this to see how it stacked up against the competition.

"To Improve LLMs, Coach Them Like Athletes in an Arena" by Alex Duffy: Benchmarks tell you if an AI knows facts, but games reveal how it actually behaves under pressure. Alex Duffy and his team built AI Diplomacy to discover something benchmarks miss: how to coach AI to dramatically better performance. Read this to understand why the future of AI evaluation isn't about test scores, it's about watching models play games that reveal their true character.

From Every Studio

Get early access to the new Spiral

Early users are loving our newest version of Spiral, our collaborative writing agent. We're letting more people in every week—sign up for the waitlist here: https://tally.so/r/3qvgod —Danny Aziz, general manager of Spiral

With Sparkle, search your Mac like you think

We're building agentic search right on your Mac with Sparkle. Spotlight/Finder is broken, but we're making it seamless. It’s natural language file search that understands what you're looking for. You can even search for text inside screenshots:

We're building out more use cases—have interesting ones or want to try it out? Drop us a hey at [email protected]. —Yash Poojary, general manager of Sparkle

Cora has a new superpower

Cora launched an updated assistant this week with a nifty new skill: it can now answer any question you could ever have about your inbox. Check out some of the fun prompts that our team tried! —Nityesh Agarwal, engineer at Cora

That’s all for this week! Be sure to follow Every on X at @every and on LinkedIn.

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